Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | 43.275 | coderef-aimcp · other | A tool for vibecoding personnel and non-programmers to perform static code audit, query knowledge graph, and generate project documentation via MCP… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | gh-aaronsb-jira-cloudmcp · other | Jira Cloud integration for issue management, boards, and sprints. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | singapore-mcpmcp · other | Enables interaction with Singapore public data including datasets, real-time traffic, weather, and geospatial services through MCP. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | gobbler-mcpmcp · other | Converts YouTube videos, audio, documents, and web pages to clean markdown with YAML frontmatter, providing AI assistants with structured content via… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | slideforgemcp · other | Generate consulting-quality PowerPoint slides and decks from natural language using 38 professional templates. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | google-ads-mcp-unofficialmcp · other | Unofficial Google Ads MCP for campaigns, keywords, budgets, reports and gated mutations. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | socialneuronmcp · other | Social media management suite with 52 tools for content creation, distribution, analysis, and optimization. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | pkolawa-krs-polandmcp · other | Access Polish National Court Register data | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | hairyhenderson-obsidian-tasksmcp · other | Parses Obsidian task data directly from markdown files with support for status filters, due date comparisons, tag inclusion and exclusion, path… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | corbat-tech-coding-standardsmcp · other | Enforce production-grade coding standards with DDD, SOLID, and TDD guardrails. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | siddmax-nameramcp · other | Validates startup names by checking domain, trademark, and social media availability across registries. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | aelf-node-skillmcp · other | Enables interaction with AElf blockchain nodes, allowing users to read chain status, execute contract transactions, and manage custom nodes through… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | semiotronika-linzamcp · other | Local-first MCP sidecar for Markdown knowledge artifacts, review cards, and supervised learning. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | mcp-hassmcp · other | Connects AI assistants to Home Assistant, enabling them to discover and control smart home entities, services, areas, devices, and cameras via the… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | anonymize-mcpmcp · other | Anonymize PII and redact text for GDPR using real NLP, not just regex. Czech-first, built on ÚFAL/LINDAT (MasKIT + NameTag NER) with 80+ PII patterns… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | byggarepop-tokensavermcp · other | Reduces token usage when working with AI coding assistants by serving only relevant file contents. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | gpui-mcpmcp · other | An embedded, cross-platform Model Context Protocol bridge for testing and automating GPUI applications. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | domdomegg-starling-bankmcp · other | View and control your Starling Bank account | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | grafyxmcp · other | Enables AI coding assistants to understand codebase architecture in real time by parsing source code into a relationship graph and exposing call… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | yamanoku-aria-validatormcp · other | Validates ARIA roles and attributes for web accessibility development, providing type checking, value validation, and information about available ARIA… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | mrslbt-ripprmcp · other | Extract YouTube video transcripts in multiple formats for use in AI workflows. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | nyxtools-dicom-hl7mcp · other | Healthcare interoperability toolkit bridging DICOM, HL7v2, and FHIR with vendor-specific tag decoding and Mirth channel generation. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | house-of-wisdom-mcpmcp · other | Enables querying multiple AI models simultaneously and returns all answers unmerged for the user to weigh. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | omp-instances-control-planemcp · other | Local MCP control plane for managing multiple Oh My Pi processes via Unix sockets, enabling discovery, messaging, and lifecycle operations. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | dstrupl-vardogermcp · other | Personalizes AI coding assistants by analyzing local conversation history on-device. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | webcake-storefront-mcpmcp · other | Enables AI assistants to build, validate, and publish storefront pages to WebCake/StoreCake sites based on natural language descriptions. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | xpos587-nushellmcp · other | Provides direct access to Nushell's modern shell environment with structured data processing, command execution, background process management, and… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | flowvenuemcp · other | Enterprise workflow automation platform exposing business processes as AI-callable MCP tools for approvals, CRM, HR, expense management, and support… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | 2d-assets-mcpmcp · other | Generates mock 2D PNG assets for game prototypes, supporting gradients, patterns, text, spritesheets, and embedded metadata. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | stormscopemcp · other | Provides real-time US weather data for AI assistants via MCP, including current conditions, forecasts, alerts, severe weather outlooks, radar… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | mcp-moodlemcp · other | Enables AI assistants to interact with Moodle via web services, allowing tasks like listing courses, assignments, events, and downloading files. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | cyrillegrowth-economisormcp · other | MCP gateway for AI token optimization with semantic caching, multi-provider routing, and up to 99% context reduction via intelligent compression. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | finalscave-ndktracemcp · other | Analyzes Android NDK crashes by resolving native symbols with ELF BuildId verification for AI-assisted crash diagnosis. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | gh-thanabordeen-mcpumcp · other | Transforms Arduino-compatible microcontrollers into AI-controllable devices via MCP over Serial or TCP. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | biopharma-catalyst-mcpmcp · otheralso listed as yesc97-biopharma-catalyst | Enables biopharma catalyst research by aggregating signals from ClinicalTrials.gov, PubMed, SEC EDGAR, openFDA, and Yahoo Finance, with a single tool… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | cafercangundogdu-google-drivemcp · other | Provides comprehensive Google Drive access with 41 tools across file operations, permissions, comments, revisions, shared drives, and labels. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | minizinc-mcpmcp · other | Enables solving constraint satisfaction and optimization problems using MiniZinc models via a single tool. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | dilane-kamga-brvmmcp · other | Provides live market data from West Africa's BRVM regional stock exchange with 7 tools for quotes, company info, and market summaries. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | sergiocz28-resolve-fusionmcp · other | Control DaVinci Resolve's Fusion page for node-based compositing via a TCP socket bridge. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | lucasjiang-shoplinemcp · other | Manage Shopline e-commerce operations with 143 tools for products, orders, and customers. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | korextmcp · other | Governance copilot for AI-assisted coding with architecture rules and proof bundles. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | 2975647277-xiaohongshumcp · other | Automates content creation and publishing on Xiaohongshu (Little Red Book) including AI-generated posts and cover images. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | pushks18-godotmcp · other | Enables AI-assisted Godot 4.x game development with tools for editor control, scene creation, GDScript authoring, and asset inspection. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | maxtedu-bilibilimcp · other | Interact with Bilibili to send danmaku, comments, likes, coins, and favorites on videos. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | file-kiwimcp · other | Instant file sharing via file.kiwi with automatic download link generation. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | symfony-profiler-productowner-romcp · other | Exposes Symfony profiler data to AI-powered IDEs using a two-tier model that returns compact summaries first, with full collector details available on… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | cyberragz-magicmirrormcp · other | Controls MagicMirror smart displays and integrates with Home Assistant for smart home automation. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | lmwharton-sievemcp · other | Venture capital due diligence with startup screening across seven investment dimensions. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | foundry-mcpmcp · other | Turn AI coding assistants into reliable software engineers with structured specs, progress tracking, and automated review. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | algiras-debugiummcp · other | Live debugger with bridge support for Python, JavaScript, TypeScript, Rust, Java, and C/C++. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | vidscribemcp · other | Transcribe any video URL to text with one command, supporting 1000+ sites via yt-dlp and multiple ASR providers. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | lars20070-mathematicamcp · other | Wraps WolframScript CLI to execute Wolfram Language code and retrieve engine information. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | debug-thinkingmcp · other | Structures debugging processes into a persistent knowledge graph, enabling problem decomposition, hypothesis testing, and reusable solution discovery. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | ashinh-douyin-xiaohongshu-extractormcp · other | Extracts content from Douyin and Xiaohongshu platforms for downloading videos, images, and text with watermark removal capabilities for social media… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | office-powerpoint-mcpmcp · other | Enables AI assistants to programmatically create, manipulate, and analyze Microsoft PowerPoint presentations with advanced formatting and template… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | sebastianreinig-vibanmcp · other | File-based Kanban board that enables task management through natural language, storing tasks in JSON with YAML configuration for project-specific… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | holocode-ai-geminimcp · other | Integrates with Google Gemini AI services to provide text-to-image generation, image editing, multi-image composition, and text-to-video creation… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | labeveryday-network-diagnosticsmcp · other | Network diagnostic and analysis tools for connectivity testing and troubleshooting. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | oscar-wang-xin-session-savermcp · other | Saves session records to markdown files organized by IDE, date, and description for capturing and persisting conversations from development… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | nickytonline-pimp-my-ridemcp · other | Provides car customization and racing build management with vehicle configuration options, driver persona selection, and performance scoring for… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | antobrugnot-qrcodemcp · other | Generates QR codes in multiple formats including base64 data URLs, SVG, and terminal ASCII output with customizable error correction, colors, and… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | holocode-ai-rembgmcp · other | Provides background removal capabilities using the rembg library with 20+ specialized models including U2Net, BiRefNet, and SAM variants for… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | leogue-yahoo-financemcp · other | Integrates with Yahoo Finance to provide real-time stock quotes, financial statements, historical price data, and dividend tracking with advanced… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | corefluxcommunity-coreflux-mqttmcp · other | Integrates with Coreflux IoT platform through MQTT broker connections to enable dynamic discovery and execution of IoT actions, real-time device… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | ymeng98-ddddocr-captchamcp · other | Integrates ddddocr Python library through TypeScript interface to automatically solve text-based verification codes, click-to-select object… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | scorecard-mcpmcp · other | Enables asking natural language questions about OpenSSF Scorecard security assessments for open source projects. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | video-sum-mcpmcp · other | Extracts content from Douyin, Bilibili, Xiaohongshu, and Zhihu, and generates intelligent knowledge graphs. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | twelve2five-processingmcp · other | Generates and executes Processing sketches by creating timestamped project folders, saving code files, and launching interactive visualizations for… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | tsmd-wcagmcp · other | Provides structured access to Web Content Accessibility Guidelines (WCAG) documentation, enabling accurate reference to specific accessibility… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | disdjj-cocomcp · other | MCP-Coco provides a pair programming tool that guides technical discussions by transforming code snippets into structured frameworks for critical… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | local-file-organizermcp · other | Automatically organizes files by categorizing them based on extensions while preserving project structures for efficient directory management and… | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | krishh-amilineni-azure-devopsmcp · other | Integrates with Azure DevOps to enable work item management, wiki interactions, and sprint tracking for software development teams. | 4 stars | No one-command install · Source | |
| 2201 | 43.275 | lfzds4399-cpu-screen-capturemcp · other | Provides cross-platform screen capture, OCR, and change detection tools for AI assistants on Windows, macOS, and Linux. | 4 stars | No commit datelisted | No one-command install · Source |
| 2201 | 43.275 | yuezheng2006-jiramcp · other | Bridges AI assistants with JIRA issue tracking systems, enabling users to query and manipulate JIRA data without switching contexts. | 4 stars | No commit datelisted | No one-command install · Source |
| 2201 | 43.275 | zeromcp · other | Read-only MCP inspection for ZERO's autonomous paper trading operations on Base mainnet. | 4 stars | No commit datelisted | No one-command install · Source |
| 2277 | 43.265 | smarts-mdmcp · other | Live docs for every verified smart contract. Point your AI at smarts.md: https://mcp.smarts.md | 2,551 installs | No commit datelisted | No one-command install · Source |
| 2278 | 42.840 | rvibek-unhcrmcp · other | Access UNHCR data on forcibly displaced persons, including population statistics and refugee status determinations | 3 forks | No one-command install · Source | |
| 2278 | 42.840 | joshmsimpson-exiftoolmcp · other | Read, write, and remove metadata from 150+ file formats | 3 forks | No one-command install · Source | |
| 2278 | 42.840 | taiwan-law-mcpmcp · other | 一个优化过的台湾法规查询MCP服务器，提供高效的法规搜索、条文查询和关键字搜索功能，支持摘要模式减少token消耗。 | 3 forks | No one-command install · Source | |
| 2278 | 42.840 | blaide-cookwithmcp · other | Recipe generation and transformation tools powered by Cookwith's culinary AI | 3 forks | No one-command install · Source | |
| 2278 | 42.840 | boxoban-mcpmcp · other | Enables users to load and solve Boxoban puzzles by providing tools to get game state, list valid moves, and take actions. | 3 forks | No one-command install · Source | |
| 2278 | 42.840 | grandmastr-chronos-stellar-blockchainmcp · other | Enables direct interaction with the Stellar blockchain network for wallet connections, token management, balance checking, and fund transfers without… | 3 forks | No one-command install · Source | |
| 2284 | 42.721 | ham-run-2mcp · other | Open-source marathon physiology calculators for endurance runners. 12 tools: race time prediction (Riegel model), pacing strategy, fueling plans… | 2,509 installs | No commit datelisted | No one-command install · Source |
| 2285 | 42.539 | icons8mcpmcp · other | icons8mcp | 1,260 installs | No commit datelisted | No one-command install · Source |
| 2286 | 41.904 | fhl-bible-mcpmcp · other | Quickly access any Bible verse or passage on the FHL site with a clean, readable interface. Dive deep into original word meanings, Strong’s numbers… | 2,469 installs | No commit datelisted | No one-command install · Source |
| 2287 | 41.269 | rivalsearchmcp · other | rivalsearch | 1,125 installs | No commit datelisted | No one-command install · Source |
| 2288 | 41.088 | call-for-papersmcp · other | The verified hub for conferences and journals. Powered by AI to match your scholarly ambitions with the world's most prestigious academic… | 2,360 installs | No commit datelisted | No one-command install · Source |
| 2289 | 41.082 | generectmcp · other | B2B lead generation platform with real-time contact discovery and validation | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | mcp-privilege-profilermcp · other | A task-scoped MCP stdio proxy that learns candidate least-privilege policies from labeled successful runs, requires human review, enforces exact… | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | mcp-pdfmcp · other | Creative PDF generation with full emoji, Unicode, and offline support | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | cnpj-mcpmcp · other | Consulta dados cadastrais de CNPJ (razão social, sócios, CNAE) e descobre processos judiciais da empresa e sócios no Diário de Justiça Eletrônico… | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | gh-sidneybissoli-cid10-brmcp · other | Brazilian ICD-10 classification from DATASUS — disease codes, categories, and chapters. | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | keepsakemcp · other | Personal CRM for managing contacts, tasks, notes, and relationships. | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | mlorentedev-pdf-modifiermcp · other | Read, edit, and redact PDF documents with font style and layout preservation. | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | keeperhubmcp · other | Blockchain workflow automation for keeper operations and transaction management. | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | mharnett-reddit-adsmcp · other | Manages Reddit Ads campaigns, ad groups, ads, reporting, and audience targeting through MCP. | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | crunchtools-workboardmcp · other | Manages WorkBoard OKR objectives, key results, users, and workstreams. | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | currentdt-mcpmcp · other | Provides real-time date and time information to AI assistants via the Model Context Protocol, enabling timestamped content generation. | 1 star · 2 forks | No one-command install · Source | |
| 2289 | 41.082 | dontsovcmc-yandex-directmcp · other | Manage Yandex Direct advertising campaigns, ads, and statistics. | 1 star · 2 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.